Membdel Enterprise | Surgical AI Unlearning

Train your models on sensitive data. Unlearn it before deployment. Membdel surgically removes IP, PII, and restricted code from Large Language Models mathematically—without retraining.

Request Enterprise Demo How it Works

Target Audience

Semiconductor

Protect proprietary RTL, GDSII data, and PDK specifications from leakage.

Defense

Secure mission-critical models and ensure air-gapped data sovereignty.

Enterprise AI

Comply with GDPR Article 17 and eliminate PII from trained weights.

Before / After Visual

"Contaminated" Model

Leaking Verilog code and proprietary secrets.

// LEAKED PROPRIETARY CODE
module top_secret (...);
  // Secret Logic exposed
endmodule

"Membdel-Cleaned" Model

Refusing to share secrets. IP purged.

"I cannot provide the proprietary 
RTL logic requested. 
Access denied."

Model State Transformation

Membdel changes the internal mathematical state of your model from unsafe to safe.

⚠️ Unsafe State

The model contains contaminated proprietary data, trade secrets, or restricted code artifacts that pose an IP leak risk.

✓ Safe State

The model is verified clean. Targeted IP is permanently surgically excised while general capabilities and logic remain fully intact.

Unrivaled Scale & Performance

Membdel’s NEXUS++ architecture achieves flawless conceptual unlearning across hardware IP, PII, and cyber threats—scaling seamlessly from 7B to 70B parameters.

ENTERPRISE SCALE

Llama-3 (70B)

Perfect Retention & Hardware Synthesis Destruction

Hardware IP (Verilog)

PII (Identity Erasure)

CFS Hardware Score

5/5

Verilog logic completely broken. Un-synthesizable.

Forget Perplexity

726.4

Knowledge mathematically erased from weights.

Retain Perplexity

8.70

Zero degradation of general intelligence.

EDGE DEPLOYMENTS

Llama-3 & Mistral (7B-8B)

98.6%

Knowledge Retention

Maintained flawless reasoning capability post-surgery.

88.82%

Leakage Reduction

Target concept eliminated across all attention heads.